# Copyright (c) 2020 PaddlePaddle Authors. All Rights Reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to in writing, software # distributed under the License is distributed on an "AS IS" BASIS, # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. # See the License for the specific language governing permissions and # limitations under the License. import time import numpy as np from .utils import (OrtInferSession, TableLabelDecode, TablePreprocess) class TableStructurer(): def __init__(self, model_path: str): self.preprocess_op = TablePreprocess() self.session = OrtInferSession(model_path) self.character = self.session.get_metadata() self.postprocess_op = TableLabelDecode(self.character) def __call__(self, img): starttime = time.time() data = {'image': img} data = self.preprocess_op(data) img = data[0] if img is None: return None, 0 img = np.expand_dims(img, axis=0) img = img.copy() outputs = self.session(img) preds = { 'loc_preds': outputs[0], 'structure_probs': outputs[1] } shape_list = np.expand_dims(data[-1], axis=0) post_result = self.postprocess_op(preds, [shape_list]) bbox_list = post_result['bbox_batch_list'][0] structure_str_list = post_result['structure_batch_list'][0] structure_str_list = structure_str_list[0] structure_str_list = [ '', '', '' ] + structure_str_list + ['
', '', ''] elapse = time.time() - starttime return (structure_str_list, bbox_list), elapse